If you only look at the spec sheet, the TPU story is overwhelming: lower cost-per-token, dramatically better watts-per-token, deterministic latency. Trainium tells the same story. And yet most of the industry — including the inference traffic behind ChatGPT and Claude's web UI — still runs on NVIDIA. The gap between "cheaper on paper" and "what...